Dust motes danced in the late afternoon sun as Liam stared at the empty, leather-bound notebook on his mentor’s desk. It was spotless, pristine. He'd imagined a final note, a scribbled piece of encouragement, a last bit of wisdom tucked between the pages. Nothing. His jaw clenched. He kicked a stray file folder across the room. It skidded under the now-unwanted desk. He'd been looking forward to this meeting all week, to the final sign-off, the blessing. He ran a hand through his hair, the gesture rough and impatient.

Emotion: annoyed

Cluster: Anger / Hostility
PC1 (Valence): -0.59 Negative
PC2 (Disposition): 1.27

Role in Research

This story is one of 1,000 stories generated for the emotion annoyed. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 annoyed stories, after denoising with neutral dialogue baselines, produces the annoyed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the annoyed vector is projected through the unembedding matrix.

Promoted:
l0.376
😠0.251
0.249
🤬0.245
fucking0.239
Suppressed:
own-0.352
渗透-0.251
gradually-0.234
unfolding-0.226
超越-0.224